{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Term structure model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as scs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "#initial parameters and introductions\n",
    "S0 = 100 \n",
    "# initial stock price or other value \n",
    "\n",
    "r = 0.05 \n",
    "# risk-free rate\n",
    "\n",
    "sigma = 0.25 \n",
    "# standard devitaion \n",
    "\n",
    "T = 2.0 \n",
    "# simulation time\n",
    "\n",
    "I = 10 \n",
    "# the number of path you wanna simluate\n",
    "\n",
    "M = 50 \n",
    "# the step you wanna simulate\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "S0 = 405\n",
    "r = 0.05\n",
    "sigma = 0.25\n",
    "T = 5.0\n",
    "I = 500\n",
    "M = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def modelSimulation(modelType, S0=100, r = 0.05, sigma=0.25, T = 2.0, I = 10,M = 50, lamda = 0.05, k = 0.1, theta = 102):\n",
    "    dt = T / M\n",
    "    S = np.zeros((M + 1, I))\n",
    "    S[0] = S0\n",
    "    print(S[0])\n",
    "    \n",
    "    if modelType == 'BSM':\n",
    "        for t in range(1,M+1):\n",
    "            S[t] = S[t-1] * np.exp((r - 0.5 * sigma ** 2) * dt + sigma * np.sqrt(dt) * np.random.standard_normal(I))\n",
    "    \n",
    "    if modelType == 'TSnD':\n",
    "        for t in range(1,M+1):\n",
    "            S[t] = S[t-1] + np.sign(np.random.uniform(-1,1,I)) * sigma * np.sqrt(dt) * np.random.standard_normal(I)\n",
    "            \n",
    "    if modelType == 'TSwD':\n",
    "        for t in range(1,M+1):\n",
    "            S[t] = S[t-1] + lamda * np.sqrt(dt) + np.sign(np.random.uniform(-1,1,I)) * sigma * np.sqrt(dt) * np.random.standard_normal(I)\n",
    "            \n",
    "    if modelType == 'HoLee':\n",
    "        for t in range(1,M+1):\n",
    "            lamdan = np.random.uniform(0.01,0.09)\n",
    "            S[t] = S[t-1] + lamdan * np.sqrt(dt) + np.sign(np.random.uniform(-1,1,I)) * sigma * np.sqrt(dt) * np.random.standard_normal(I)\n",
    "            \n",
    "    if modelType == 'Vasicek':\n",
    "        for t in range(1,M+1):\n",
    "            S[t] = S[t-1] + k * (theta - S[t-1]) + sigma * np.sqrt(dt) * np.random.standard_normal(I)\n",
    "            \n",
    "    plt.plot(S[:,:], lw = 1.5)\n",
    "    plt.xlabel('time')\n",
    "    plt.ylabel('price')\n",
    "    plt.title(modelType)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BSM Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S0 = 300\n",
    "r = 0.05\n",
    "sigma = 0.20\n",
    "T = 3.0\n",
    "I = 500\n",
    "M = 100\n",
    "\n",
    "modelSimulation('BSM', M = M, sigma=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Term structure model with no drift (Model 1)\n",
    "Monte Carlo Simulation  \n",
    "1. $\\large dr = \\sigma dw$\n",
    "2. $\\large dw = e\\sqrt {dt}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "modelSimulation('TSnD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Term structure model with drift (Model 2)\n",
    "$\\large dr = \\lambda dt + \\sigma dw$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "modelSimulation('TSwD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ho-Lee Model  \n",
    "```\n",
    "S[t] = \n",
    "S[t - 1]+\n",
    "lamdan*np.sqrt(dt) + \n",
    "np.sign(np.random.uniform(-1,1,I)) * sigma*np.sqrt(dt)*np.random.standard_normal(I) \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "modelSimulation('HoLee')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vasicek Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45.\n",
      " 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45.\n",
      " 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45. 45.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S0 = 405\n",
    "r = 0.05\n",
    "sigma = 0.35\n",
    "T = 10\n",
    "I = 500\n",
    "M = 3\n",
    "\n",
    "modelSimulation('Vasicek', I=50,M=30,S0=45, T=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100. 100. 100. 100. 100. 100. 100. 100. 100. 100.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0,5):\n",
    "    modelSimulation('Vasicek',k = 0.1 * i, theta = 99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
